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Skillset 
A tool for finding people to do a job 
Jeff Colombe, Ph.D. 
Emerging Technologies Department 
Presentation to Open Badges Alliance 
Wednesday, December 3, 2014 
1
Strategy: Develop a job skills inventory and use it to match people to job roles 
Open Badges has largely emphasized education and skill development. 
Skillset is focused on the downstream concerns of employment, primarily finding people 
for project work based on their education and skills. 
This information can be useful in other ways. Corporate management can do gap 
analysis and planning for workforce development and hiring on the basis of specific 
skills. Education and professional development resources can be identified on a skill 
basis and justified on a demonstrated need basis. 
‘Matrixed’ employment: the wave of the future? Cross-organization, hourly billing to 
charge numbers, management of conflicts of interest, who pays benefits…complicated 
space with potentially high payoff beyond single-boss hierarchical model of 
employment. 
2
Strategy: Develop a job skills inventory and use it to match people to job roles 
Finding good people to work on a project is unnecessarily difficult, due to impoverished 
and faulty communication channels (modesty, desire to promote self or others, word 
of mouth, limited searchable data). 
We are developing a digital job skills inventory relevant to MITRE that can be used to 
match the right people to the right work. Some of this content will come from 
professionally curated sources (e.g., ACM), and some will be crowd-sourced by the 
user community. 
Employees can fill out a profile in which they self-report their levels of skill in a wide 
variety of domains. Broad categories include practical skills, subject matter expertise, 
organizational/interpersonal skills, and preferred working styles. 
An employee's self-reports of skill levels can be voluntarily verified by managers, task 
leads, and others. Credentials are used to distinguish the type of authority in 
verification. 
Task leads can post profiles of the skills needed for a job role, and both employees and 
task leads can search and rank from jobs to people and vice versa. 
3
Strategy: Develop a job skills inventory and use it to match people to job roles 
Factors involved in the success of this effort include: 
1. Adoption. We will investigate the problem of adoption by the user 
community. Factors include effective user interfaces and effectiveness of search, and 
psychological incentives such as desire for professional success and advancement. Social 
bootstrapping will likely be a factor. 
2. Quality of content. We would like for the user community to contribute to the skill 
inventory, and for the community to 'cleanse' and select the best of these contributions 
through usage and ratings. 
3. Incorporation of Skillset into business practices. HR and legal issues, and corporate 
culture are factors (*see next slide, for example). 
4. Transition of Skillset to government organizations and the commercial 
space. Exploring export of Skillset concepts, data, methods, practices, and software to 
government organizations, as a plug-in module for enterprise HR software, and as a Web 
service for talent management in the global economy. 
4
Strategy: Develop a job skills inventory and use it to match people to job roles 
Skillset is NOT for: 
Employee performance review 
Laddering 
Promotion 
Raises 
These purposes require 
confidentiality 
Skillset is for: 
Finding work you want 
Finding the help you need 
Support for professional 
development 
Improved planning and gap analysis 
for management 
These purposes require sharing 
some information 
5
Skillset concept: Use a crowd-sourced skill inventory to match people to work 
Job role profiles Employee profiles 
Comparison and ranking 
Skill inventory 
Finding desirable work Finding desirable workers 
User-contributed content 
and quality control 
Project 
lead 
Curated content and administration 
Interactive visualization of skill distribution 
in organizations for gap analysis and 
workforce development planning 
Topic-mapped links to professional 
development resources (education, 
training, testing, accreditation, etc.) 
User-contributed content 
and quality control 
Third-party 
verifications 
Employee 
6
Skillset concept: Use a crowd-sourced skill inventory to match people to work 
Employee profiles 
Comparison and ranking 
Skill inventory 
Finding desirable workers Finding desirable work 
User-contributed content 
and quality control 
Project 
lead 
Curated content and administration 
Interactive visualization of skill distribution 
in organizations for gap analysis and 
workforce development planning 
Topic-mapped links to professional 
development resources (education, 
training, testing, accreditation, etc.) 
User-contributed content 
and quality control 
Third-party 
verifications 
Employee 
Verifications for Collaborative interaction 
Sam Roudebush 
10/11/2013 
Nicole Shaffer 
10/11/2013 
Mike Phelan 
10/11/2013 
Jared Alexander 
10/11/2013 
Job role profiles 
7
8
9
10
11
User suggestion: Reorganize these views to see several people at once, 
with line-by-line comparisons of job role profile skills and employee skills 
12 
Since job role profile skills are probably few in number, make skills the 
columns and profiles the rows? 
Alternate strategy: Use arrows to rapidly flip among ranked employees
13
14
15 
Mockup of desired function: 
open skill tree to location of topic 
to view in context
16
Request verifications
18
Recommendations from user engagement (1 of 2) 
- Show a score (visually and numerically) for ranked hits 
- If I see a skill in someone else’s profile that I want to add to my own, allow me to click 
on it and self-report 
- Preserve my personal state of the skill tree when navigating in and out of it 
- Allow rapid comparison between employees and job roles, preserving line-by-line skill 
comparisons 
- Upward aggregation of self-reported skills in profiles is essential for matching 
(granularity issue) 
- Idea that project leads will be the key adopters (the market depends on 
opportunities), make it easy for them to adopt 
- Handle cross-listed topics (some appear more than once…unify?) 
- Users might sign up for automatic notifications of job roles or professional 
development opportunities (e.g., MITRE Institute) based on advertised levels of skill 
and interest 
- Automatic verifications from MITRE Institute course completion and other 
professional development achievements? 
- Who viewed my profile? 
19
Recommendations from user engagement (2 of 2) 
- Create MITRE Institute or other professional development opportunities based on 
advertised levels of skill, interest, and needs defined in job role profiles? 
- “Job Fair” partnership with colleges, etc., using Skillset to identify skills and interests 
of candidate interns? 
- Automatically populate review / ”End-of-year” conversations with Skillset content? 
- Possibility of “private” verifications for use in such conversations 
- On skill topic pages, show links to cross-referenced or clustered similar skills that 
might be of interest, as an aid in navigation to useful topics 
- Show employee availability (from enterprise HR software), distinct from “interest” 
- Filter returns by professional level or job title (proxy for cost) 
- Verifications could create awkward social situations (why didn’t they verify me? …or if 
I can see who else they verified, again, why didn’t they verify me?) 
20
21 
backup slides
GUI mockup: Request or offer skill verifications 
Request verification 
Volunteer or update a verification 
Request verification for skill: 
"Cross-platform whiteboarding" 
Type names of people: 
Message (click to edit): 
Jeff Colombe has requested that you supply a verification 
for one or more self-reported skill levels. 
Please visit the link here to browse these requests. 
A single notification e-mail with all your requests to each 
individual will be sent automatically. 
Done 
When an employee is browsing their own profile: 
When an employee is browsing another's profile: 
Volunteer verification for skill: 
"Cross-platform whiteboarding" 
Employee self-report 
S I have been or am now their project lead 
Expert 
I am this employee's (check single most relevant, or none): 
S Direct supervisor (S former) 
S Assistant department head (S former) 
S Department head (S former) 
S Technical director (S former) 
S Corporate management (S former) 
If no above boxes are checked, you will be a "peer" 
Verify 
Browse popup with prefiltered project numbers 
22
What is verification? 
Verification is a voluntary public act of agreeing with what an employee has voluntarily 
said about themselves. 
It is emphatically NOT a rating, endorsement, validation, or evaluation. It does not carry 
value judgment, only 'truthiness'. I cannot publicly indicate that I think your self-reported 
skill level should be changed to something else…but we could have a private 
conversation about it if you want me to verify you. 
Verifications may stay in the system until the person who gave them decides to delete 
them, or until the recipient deletes them. 
They may stay in the system even after an employee has changed job roles in the 
company (e.g., no longer my DH), or even if they leave the company. 
If I have changed my self-rating, an outdated verification will stick around but its text will 
be greyed out. No longer 'fresh produce'. 
23
What is verification? 
Verification is not considered necessary for an employee's self-reported skill level to be 
valid or truthful. 
It is merely meant to be helpful in informing strangers about what you are good at. 
Social engineering: don't let people get too worked up about whether they do or don't 
have verifications. 
Rare skills may be difficult to verify by those who don't have them. 
Also, people in line to verify you regularly have to judge the capabilities of others that 
they themselves do not possess. This is why in-person discussions are critical! 
24
25

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Skillset Talent Management System [Dec. 3 Community Call]

  • 1. Skillset A tool for finding people to do a job Jeff Colombe, Ph.D. Emerging Technologies Department Presentation to Open Badges Alliance Wednesday, December 3, 2014 1
  • 2. Strategy: Develop a job skills inventory and use it to match people to job roles Open Badges has largely emphasized education and skill development. Skillset is focused on the downstream concerns of employment, primarily finding people for project work based on their education and skills. This information can be useful in other ways. Corporate management can do gap analysis and planning for workforce development and hiring on the basis of specific skills. Education and professional development resources can be identified on a skill basis and justified on a demonstrated need basis. ‘Matrixed’ employment: the wave of the future? Cross-organization, hourly billing to charge numbers, management of conflicts of interest, who pays benefits…complicated space with potentially high payoff beyond single-boss hierarchical model of employment. 2
  • 3. Strategy: Develop a job skills inventory and use it to match people to job roles Finding good people to work on a project is unnecessarily difficult, due to impoverished and faulty communication channels (modesty, desire to promote self or others, word of mouth, limited searchable data). We are developing a digital job skills inventory relevant to MITRE that can be used to match the right people to the right work. Some of this content will come from professionally curated sources (e.g., ACM), and some will be crowd-sourced by the user community. Employees can fill out a profile in which they self-report their levels of skill in a wide variety of domains. Broad categories include practical skills, subject matter expertise, organizational/interpersonal skills, and preferred working styles. An employee's self-reports of skill levels can be voluntarily verified by managers, task leads, and others. Credentials are used to distinguish the type of authority in verification. Task leads can post profiles of the skills needed for a job role, and both employees and task leads can search and rank from jobs to people and vice versa. 3
  • 4. Strategy: Develop a job skills inventory and use it to match people to job roles Factors involved in the success of this effort include: 1. Adoption. We will investigate the problem of adoption by the user community. Factors include effective user interfaces and effectiveness of search, and psychological incentives such as desire for professional success and advancement. Social bootstrapping will likely be a factor. 2. Quality of content. We would like for the user community to contribute to the skill inventory, and for the community to 'cleanse' and select the best of these contributions through usage and ratings. 3. Incorporation of Skillset into business practices. HR and legal issues, and corporate culture are factors (*see next slide, for example). 4. Transition of Skillset to government organizations and the commercial space. Exploring export of Skillset concepts, data, methods, practices, and software to government organizations, as a plug-in module for enterprise HR software, and as a Web service for talent management in the global economy. 4
  • 5. Strategy: Develop a job skills inventory and use it to match people to job roles Skillset is NOT for: Employee performance review Laddering Promotion Raises These purposes require confidentiality Skillset is for: Finding work you want Finding the help you need Support for professional development Improved planning and gap analysis for management These purposes require sharing some information 5
  • 6. Skillset concept: Use a crowd-sourced skill inventory to match people to work Job role profiles Employee profiles Comparison and ranking Skill inventory Finding desirable work Finding desirable workers User-contributed content and quality control Project lead Curated content and administration Interactive visualization of skill distribution in organizations for gap analysis and workforce development planning Topic-mapped links to professional development resources (education, training, testing, accreditation, etc.) User-contributed content and quality control Third-party verifications Employee 6
  • 7. Skillset concept: Use a crowd-sourced skill inventory to match people to work Employee profiles Comparison and ranking Skill inventory Finding desirable workers Finding desirable work User-contributed content and quality control Project lead Curated content and administration Interactive visualization of skill distribution in organizations for gap analysis and workforce development planning Topic-mapped links to professional development resources (education, training, testing, accreditation, etc.) User-contributed content and quality control Third-party verifications Employee Verifications for Collaborative interaction Sam Roudebush 10/11/2013 Nicole Shaffer 10/11/2013 Mike Phelan 10/11/2013 Jared Alexander 10/11/2013 Job role profiles 7
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  • 12. User suggestion: Reorganize these views to see several people at once, with line-by-line comparisons of job role profile skills and employee skills 12 Since job role profile skills are probably few in number, make skills the columns and profiles the rows? Alternate strategy: Use arrows to rapidly flip among ranked employees
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  • 15. 15 Mockup of desired function: open skill tree to location of topic to view in context
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  • 19. Recommendations from user engagement (1 of 2) - Show a score (visually and numerically) for ranked hits - If I see a skill in someone else’s profile that I want to add to my own, allow me to click on it and self-report - Preserve my personal state of the skill tree when navigating in and out of it - Allow rapid comparison between employees and job roles, preserving line-by-line skill comparisons - Upward aggregation of self-reported skills in profiles is essential for matching (granularity issue) - Idea that project leads will be the key adopters (the market depends on opportunities), make it easy for them to adopt - Handle cross-listed topics (some appear more than once…unify?) - Users might sign up for automatic notifications of job roles or professional development opportunities (e.g., MITRE Institute) based on advertised levels of skill and interest - Automatic verifications from MITRE Institute course completion and other professional development achievements? - Who viewed my profile? 19
  • 20. Recommendations from user engagement (2 of 2) - Create MITRE Institute or other professional development opportunities based on advertised levels of skill, interest, and needs defined in job role profiles? - “Job Fair” partnership with colleges, etc., using Skillset to identify skills and interests of candidate interns? - Automatically populate review / ”End-of-year” conversations with Skillset content? - Possibility of “private” verifications for use in such conversations - On skill topic pages, show links to cross-referenced or clustered similar skills that might be of interest, as an aid in navigation to useful topics - Show employee availability (from enterprise HR software), distinct from “interest” - Filter returns by professional level or job title (proxy for cost) - Verifications could create awkward social situations (why didn’t they verify me? …or if I can see who else they verified, again, why didn’t they verify me?) 20
  • 22. GUI mockup: Request or offer skill verifications Request verification Volunteer or update a verification Request verification for skill: "Cross-platform whiteboarding" Type names of people: Message (click to edit): Jeff Colombe has requested that you supply a verification for one or more self-reported skill levels. Please visit the link here to browse these requests. A single notification e-mail with all your requests to each individual will be sent automatically. Done When an employee is browsing their own profile: When an employee is browsing another's profile: Volunteer verification for skill: "Cross-platform whiteboarding" Employee self-report S I have been or am now their project lead Expert I am this employee's (check single most relevant, or none): S Direct supervisor (S former) S Assistant department head (S former) S Department head (S former) S Technical director (S former) S Corporate management (S former) If no above boxes are checked, you will be a "peer" Verify Browse popup with prefiltered project numbers 22
  • 23. What is verification? Verification is a voluntary public act of agreeing with what an employee has voluntarily said about themselves. It is emphatically NOT a rating, endorsement, validation, or evaluation. It does not carry value judgment, only 'truthiness'. I cannot publicly indicate that I think your self-reported skill level should be changed to something else…but we could have a private conversation about it if you want me to verify you. Verifications may stay in the system until the person who gave them decides to delete them, or until the recipient deletes them. They may stay in the system even after an employee has changed job roles in the company (e.g., no longer my DH), or even if they leave the company. If I have changed my self-rating, an outdated verification will stick around but its text will be greyed out. No longer 'fresh produce'. 23
  • 24. What is verification? Verification is not considered necessary for an employee's self-reported skill level to be valid or truthful. It is merely meant to be helpful in informing strangers about what you are good at. Social engineering: don't let people get too worked up about whether they do or don't have verifications. Rare skills may be difficult to verify by those who don't have them. Also, people in line to verify you regularly have to judge the capabilities of others that they themselves do not possess. This is why in-person discussions are critical! 24
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